Dataset Bias in LLP Dataset:
We observe in Table xx of  [1]}Changed from `hypothesize' that introduction of video features degrades the performance of audio parsing. This may be attributed to the fact that the LLP dataset (c.f. Figure REF  for stats) is itself collected from an audio oriented dataset: AudioSetFill in details about the skew in favour of audio
Overall, this leads us to hypothesize that learning joint features through cross-modal attention and a shared linear layer, though beneficial for visual features, could be detrimental to the quality of audio features.
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